{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Doublet detector example - PBMCs\n",
    "See https://github.com/swolock/woublet for the latest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sam/miniconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as pl\n",
    "import scanpy.api as sc\n",
    "\n",
    "sc.settings.verbosity = 2  # verbosity: errors (0), warnings (1), info (2), hints (3)\n",
    "sc.settings.set_figure_params(dpi=150)  # low dpi (dots per inch) yields small inline figures\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data prep"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download counts matrices from 10X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget http://cf.10xgenomics.com/samples/cell-exp/2.1.0/pbmc8k/pbmc8k_filtered_gene_bc_matrices.tar.gz\n",
    "# !tar xfz pbmc8k_filtered_gene_bc_matrices.tar.gz\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "... reading from cache file ./cache/filtered_gene_bc_matrices-GRCh38-matrix.h5ad\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "path = 'filtered_gene_bc_matrices/GRCh38/'\n",
    "adata = sc.read(path + 'matrix.mtx', cache=True).T  # first time only\n",
    "adata.var_names = pd.read_csv(path + 'genes.tsv', header=None, sep='\\t')[1]\n",
    "adata.var_names_make_unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Store total counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs['n_counts'] = adata.X.sum(1).A1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normalize, then store full normalized counts matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_per_cell(adata, counts_per_cell_after=adata.obs['n_counts'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.raw = adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.filter_genes(adata, min_cells=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_result = sc.pp.filter_genes_dispersion(\n",
    "    adata.X, min_mean=0.0125, max_mean=3, min_disp=0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1189 genes pass filter\n"
     ]
    }
   ],
   "source": [
    "print('{} genes pass filter'.format(filter_result['gene_subset'].sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHVi+fDkPPPAA7du355JLLuHmm2/m8ssvZ/To0dxwww2MGjWKVq1asXjxYn/KTSMkQG/gYxH5QbwrY4wx9Z1UZwYmETkNJ70EYIuqhl6poxYNGTJEfQOlqiMvL48BAwbEoEbGjbrw+ddmHXbt2sXhw4crTOvXuXNn3nnnHU499dRqlbV9+3aGDRvGnj17/PnJkSguLqZly5YRvz7WPvzwQ0455RR/bvuKFSuYN29epSkjtSncvx8R+UhVh8ShSlEjIseAk3BWGp4BXK+qj4pIJ+ArVW0ar7pZm18/2ecff/YdxIbbNt9tDzcicgLOsrs/AN4CuoiILR9njAt79uzhggsuYMeOHZSXl7N48WJatmzJKaec4rqMY8eOsWXLFubOncuUKVNqFGzXB1lZWVx//fUcOXKEb775hvvuu4+xY8fGu1qNhQDHVPUW4ErgHhF5DPfjfowxxgRwFXCLSF+cFJLbcaYFbAdMBz4RkcGxq54xDcOwYcOYOXMm5557Lu3atePJJ59k2bJlNGni+jcvAOeffz55eXncdtttMapp3XHHHXdw+PBhUlJS6NevH/369WsU77uuUdVXgKHADwm9GI4xxpgquO2teABYhnN58ZB32yTg78B9ONNHGWMqcdNNN/kHKUaiadOmFRaoaeiSk5N56aWX4l2NxuodwD8iVlULRGQY8DDOKpTGGGOqwW332jnAosAld1W1HGcRhNRYVMwYY0x8eJdb/yZoW7GqTlHV6l2WMcYY47qH+zDQBfgsaPvpwH+jWiNjjDG1TkTeBSao6jfex+Goqp5fW/UyJpY8Hg9ZWVmkp6dHZQpYY8JxG3A/BCwWkZtxBtMMEJFROMu//z1WlTPGGFNr3uT7NJK3APdTWBlTT/lWFAZnKlJjYsVVwK2qd4jIt8BfgUTgVeAAcA/wl9hVzxhjTG1Q1XkBj+fGsSrG1JpwKwpbz7eJNtdTPKnqX4G/elcea6aq34pIE5y5WnfFqoLGGGNiT0RcL9euqr+oeq/6w4Krxsu3onAw6/k20eYq4BaRz4G/qOrfVbUw4KmOwA4gbosgGFOXFRUVcfjwYTp16hTvqhhTlWPxrkC8WHBlgoXr+TYmUm57uHsDd4jIecAvg4JuiX61jGkYzj33XO68807Gjx/P3Llz2bp1K88880y8q2XMcVS10UYWFlyZYOF6vo2JlNuAW4FRODncH4nIT1T1k4DnjDEhNKZ5s03D4U0XvAwYyPdXMAVoAaSq6ph41S2aAlNJLLgyxsSS2/lUBdgLjASygQ9F5GqgLDbVqh0ej4cFCxbg8XjiXRVTj61cuZIzzzyTtm3bMnjwYN58800AfvrTn7Jr1y4mTpzIww8/DDj/5iZOnEhSUhIDBgxg3bp1/nKef/55Bg4cSFJSEuPHj+eLL74AYPXq1QwcOJBx48bRvn17Pvzww+Pq8NBDD9G9e3dSUlK4+eab6d27Nzt37gRg48aNnH/++bRr147U1FRWr17tf52I8MADD9C9e3c6duzIH/7wB3zT7Xs8HiZPnkynTp04+eSTeeCBB/yve/XVVxkwYABJSUkMGTKElStXRvUzNXG3CHgCGAfchtP2TwP+AOTFr1rR5UslycrKindVjDENnapWecPJ7esU8PdPcVacfBw45qaMoPJaAFuA0QHbbsPpLQ+83VdVWYMHD9ZIfPrpp5qZmamAZmZmRlSGidynn34a7ypEpQ6bN2/WE044QV9++WUtLS3Vl19+WVu1aqXbtm1TVdWePXvqihUrVFU1IyNDExIS9PXXX9eysjKdPn26jhgxQlVVP/jgA23btq2uXbtWjxw5onfeeacOGjRIjx07pm+//bYC+vjjj+t3332nZWVlFerw5ptvaocOHXT9+vVaXFys06dPV0B37Nih3377rXbu3Fn//ve/a2lpqa5cuVLbtWunu3fv1qKiIgX00ksv1e+++043btyorVu31jfffFNVVcePH6+/+MUvtLCwULdt26Z9+/bVF154QcvKyrRt27a6Zs0aVVVdsmSJ9urVq8afZX0T7t8PsF6r2SbWtRtwELjM+3gr3/d0Pwn8I551q0mbH+zgwYOamZmpBw8ejKhM415daPMbO/sOYsNtm1+dHu7AIP154GxgSDXje0TkBOBpbwMe6DScJeS7BNxmV7f86khPTyczM9Py9kxIRUVFrF27lqKiorD7PPvss4wfP55LL72UZs2acemllzJmzJiwedoXXHAB48aNo2nTpkycOJEdO3YATk/btGnTOOecc2jevDm33nore/fuZf369QA0adKEK664gtatW9O0acUxyk8++STp6ekMHjyYE044gXvuuYdmzZxsseXLl9O1a1emT59Os2bNGDt2LKNHj2bp0qX+19944420bt2aM844g0GDBlFQUMBXX33FypUruf/++0lMTKRv3778/ve/5x//+AdNmzalTZs2PPbYY7z//vtMnjyZ7du31+izNnXOicC/vY83A2er6jHgLuDCuNUqynx5ujYziTEm1lwF3KraRFUPBG3LA4YCP3Z7MBE5DVgH9Anx9GlArqruC7h957bsSFhjayqTm5tLTk4Oubm5Yfc5cOAAPXv2rLCtZ8+efPnllyH3T0pK8j9u3rw5ZWVOVtbu3bt56KGHaNeuHe3atSMpKYnDhw/700qSk5Np3rx5yDL37NnDSSed5P87MTGRDh06+MvdsmWLv9x27dqxYsUKdu/e7d8/cAaVZs2aUV5e7n++V69e/tfdeuut7NmzB4DXX3+db775hosuuoiUlBT+/Oc/h/2MTL30OXCm9/EnwFnex01wgnFjjDHVEHbQpIjcDtytqkXex5V5x+XxzgVWAXMB/0wnIiJAfyDfZTnGxFxqamqF+1C6d+/u74X22bFjBz/84Q+rdawuXbpwyy23MGfOHP+2/Px8evbsybp163D+i4Svw65d30+FX1xc7B+s2aVLF0aMGMFbb73lf37Xrl2ceGLlMVOXLl1ISEjg4MGDJCQkAM4A0JKSEoqKiti/fz/PP/88x44d44033mDixImMGjWKoUOHVut9mzprAfC0iEwDngU+FhEFhgFron0wEfkH0FdVR0a7bGOMqQsq6+E+F2ge8DjcbYTbg6nqYlWdparB1+h746xgea2IfCEieSIy0ztSvtbYIEoTKDExkeHDh5OYmBh2nyuuuIJVq1bxyiuvcOzYMV555RVWrVrFT3/6UwBatGjBoUOHqjzWlClTWLx4MRs2bEBVWbp0KYMGDXL1b/Hqq6/mscce4+OPP+bIkSP88Y9/9Pecp6WlsWXLFp577jnKy8vZuHEjgwcPJicnp9Iyu3fvzrBhw7jlllsoKSnh4MGDXHLJJdx1112UlZVxySWX8NJLL9G0aVO6du2KiFTovTf1m6pmAWOAz7xXM/8HSMa5QhnVHDwRGQVcE80yjTGmrgnbw62qF4R6HCMDvPd7gItxLmXe7922IHhnEbkOuA6ga9eu5OVVf9B8SUnJca/bt28fKSkpbN68mZSUlGqXadwL9fnXttLSUoqLi2tUxkknncTTTz/NnDlzuPLKK+nduzdPPfUUffr0obi4mMmTJ5Oens5nn31GaWkpx44d8x/zyJEjqCrFxcWcffbZ3H777fz85z9nz5499O7dm2effZYOHTrwySef+PcLZfDgwfzxj38kLS0NVWXq1Kk0a9aMY8eOkZiYyAsvvMDNN9/MddddR5s2bbjxxhu56KKL/LORlJSU+MsuLy/n6NGjFBcXk5WVxU033USPHj0oLy/noosuYt68eSQkJPD444/zxz/+kSlTppCcnMzChQvp1q1bjT/P+qS0tDTu/4ZjSVXXBjxeCUR9KhrvysUPA2ur2tcYY+oz8Z10j3vCuZTohnp7Q6p3YOfy5BhVzfH+3UFVvw54/g/Ab1T15MrKGTJkiAZf0ncjLy+PAQMGVNhmy/vWnlCff2OsQzTk5+fTvHlzevfuDTiDPdu0acN3331Xae98cXExLVu2rK1qNjjh/v2IyEeqWu0B5XWJiPQH7gBOxZlVqgJVPSVKx7kPaAN8BYxwk1ISzTbf1B77/OPPvoPYcNvmV7bwjdsZQhSo8SSmgcG2Vx7QtablumGLH5j6LDc3l/nz5/P222/Tvn177rzzzipTYYypwtM408H+E4jJZQsRGYYzxezpOPN7V7ZvTK5qmtpjn3/82XcQX5WllPSurUqIyO+Aa1T1jIDNqcRoEGVRURGHDx+mqKiIxMRE/+IHgAXcpt654oorWL9+PT/4wQ8oKSlh+PDhPPnkk/Gulqnf+gNDVfXTWBQuIi1wgvnfq+p/KxsUDKCqD+OknjBkyBCNpJfOevfiyz7/+LPvIL7cLu2OiKTgNMKhlvm9s4b1eB24S0TuwmmEzwJuBqbXsNyQ1qxZQ9OmTVmzZg1jx471z8Nt83Gb+khE+Mtf/sJf/vKXeFfFNByv48xIEpOAG5gDbPOu6WBMXFk6qakNrgJuEZkO/BUn2Fa+XwhHcUat1yjgVtV8EbkEuBv4HbAPuFlVl1b+yshs2LCBfv36sW3bNsaOHeufj9sYYwwANwC5InIV8AVQHvikqrod4xPOZKCLiBz2/t0caCoih1W1dQ3LNqZa7Cq3qQ1ue7hvwRlAczewA2eVyTY4S7u/EsmBVTV49co3cRbSiblp06axefNmpk2r6TnD1Hfl5eU0aVKrs0+aBqC8vLzqneq3xTgdKl/jdLQ0rXz3ahsJJAT8fQPOysVXRvk4xlTJrnKboqIicnNzSU1Njdn4J7cBd1dgiaoeEZGPgWGq+pw39/oxIDMmtYuR5ORkUlJS7NJRI9eqVSv27NlD586dSUhIqHRxGWMAVJXS0lL2799Pq1at4l2dWDofZ9aQj2NRuKp+Efi3iPwXKFbVglgcz5jK2FVu41tZGmD48OExOYbbgHs/0BHYCWzFGdD4HLCXWppJJJYsf6txOumkk/B4PHzxxRf+hWIak9LSUv8qksa9Zs2a0bZt24beVmwBbCUjY0yj4GZl6ZpyG3A/AzwuIr/EGUzzlIhswFmkZlusKlcbPB4PU6dOJTs7G7D8rcakSZMmdOrUiU6dOsW7KnFhI9ZNJR4BnhCRJThphBV+karqo9E8mKr+KZrlGWNMdfhWlo4ltwH3rcA3QAdVXSYijwCLcPL76nUidFZWFtnZ2aSlpVn+ljHGOG4DjgA/D/GcAlENuBs7j8fDokWLAJgxY0ZDv3piTKPkKuBW1TICZiLx9kY0iB6JwMES1sgZYwzgTMm6VlUPV7mncS1c+mJWVhbz5s0DnLEldqW14amNQXmmbnM7LWBLnJ7scMv8XhfletUaGyxhjDHHWYozcHJLvCsSTfEerxNu+rn09HQKCwv9j2si3u/RhFYbg/JM3VadHO7zgdXEaJlfY4wxdcZG4FwaWMAd7/mWw00/l5yczNy5c6NyjHi/RxNabQzKM3Wb24B7FDBeVdfEsjLGGGPqhO+ARSIyD2d2qpLAJ1X1vHhUqqbiPd9ybVxRjfd7NKHVxqA8U7e5Dbi3VmNfY4wx9dvH3luD0hhSCBvDezSmPnIbRF8NPC8iTwO7OH6Z38ejXC9jjDFxoqrzfI9FpD3QVFUPxrFKxhhTr7ld0/pqoD9wPTAfZ8YS3+2OmNSsjvB4PCxYsACPxxPvqhhjTK0RkT+IyH7gILBPRA56U0waDGvfjTG1xW3A/SvgKlVNVtXuQbcesaxgbQrV+PoGoGRlZcWxZsYYU3tEJAO4GZgD/BAYDGQAvxaRW+NZt2iy9t0Esh9gJpbcppR4gE2xrEhdEGp0tw1AMcY0QtcC16jqqwHbNojIl8BfgbviU63o8E2dN2HCBMDad+OwGV5MLLkNuK8HHhKR+YRe5nd7tCsWD6GCaxuAYoxphNoAn4XY/hnQsZbrUmNFRUUcPnyYoqIiEhMTLbAyIVkHm4kltwH3K977Fd579d6L93HTaFYqXiy4NsYYAN4HbhKR6ap6DEBEmgI3AR/GtWYRWLNmDU2bNmXNmjWMHTvWAisTksUAJpbcBtxDcdJKjDHGNHw3AO8B40TENz3gmTidK+PjVqsIbdiwgX79+rFt2zbGjh1rgZUxpta5DbhfBi5V1QYxL2vw5UUhrwaZAAAgAElEQVRjjDHfU9WtInIqcCVwKs7CN8uBpapaGNfKRWDatGls3ryZadOmxbsqxphGym3AXQK0iGVFalNubi4lJSXk5ubayk/GGBOCqn4NPBDvekRDcnIyKSkpJCcnx7sqxphGym3A/TqwSkRWEHqZ3zlRrldMpaam8sknnzBw4MB4V8UYY+ocEekN/D+cdMIEnPE6fvV9OljfLCXp6ekWhBtjaoXbgPt0YD3O6PTgEep6/O51W2JiIq1bt7Z0EmOMCe2fQApwP3AoznWJKo/Hw9SpU8nOzgZslhJjTO1wFXCr6gWxrogxxpg6YyhwfkMZtxMoKyuL7Oxs0tLSbJYSY0ytcdvDjYgMAWYCA3BGqucDi1T1rRjVzRhjTHxsB06MdyViIXBKQEsnMcbUFlcBt4hcDiwFXgAewQm4zwFeF5Gfquorlb3eGGNMvfIX4BERuRcn+D4a+GR97mixKQGNMfHgtod7HjBLVe8L2HafiPze+5wF3MYY03As8d4vCvFcg1nszBhjaksTl/v1Bl4Lsf01oH/0qmOMMSbeVLVJJbeoBdsicqqI5IjIYRH5QkSs6znGPB4PCxYswOOxteyMqU1uA+484MIQ2y8CdkSvOsYYYxoDEUkAVgC7gB8CvwFmi8iV8axXQw9Is7KymDVrFllZWfGuijGNituUkgzgBRE5B/jQu+1s4DJgciwqZowxpkHrBvwf8BtVLQYKRCQHOB94qjYqEGo+bl9ACg1zysDAQaPGmNrjdlrA10TkQpweiOtwFr7JA85R1Y9iWL+YsKXdjTEmvlR1J3AFgIgIzkD883DOM7UiVHDd0ANSGzRqTHyIar1bt6aCIUOG6Pr166v1mrVr11JSUsKxY8fYuHGjTQ8VB3l5eQwYMCDe1WjU7DuIDRH5SFWHxLsesSIiyaoa1XwLEdkDdMUZF/Q/qnos6PnrcDp76Nq16+CcnJxqH6OkpIQTTjihwraysjI8Hg/Jyck0a+Z6llwTgVCfv6ld9h3ExmmnneaqzXc7LWAL4GrCL/P7i+pUzlveR8DvVTXHu609sBgYB/wHyFDVJeFLiVxqaiobN25k+vTpbNq0CQh96dCW/zXGNEYicgxIUdWDQdt7AVuA1lE+5KU4AfffgXuB6wOfVNWHgYfB6WSJ5Iei/cCMr2h+/rE+NzfUc7/9H4gvtz/pHwF+ArxODZf5FZETcOb0Hhj01GM4jfhwnMB+sYhsU9X3a3K8UBITEzl48CCbNm3i1FNPDXvpsKHn8hljjI+ITAWu8f0JLBOR0qDdugB7o31sVV3vrUMisEREblLVo1W8zDRSsT4327nfxILbgDsN+LmqvlqTg4nIaTjBtgRt7wNcAvRT1QJgs3eA5v8CUQ+4Abp3705aWhoLFy4M+wu2oefyGWNMgH8BPXHa5xHAGuBwwPPq/fuFaBxMRLoBg1V1WcDmT4HmOKtcRi1txcbtNCyxPjfbud/EgtuAuxhntbGaOhdYBcwFCgO2nw185Q22fdYAs6NwzJBOOOEEli9fXuk+NrjEGNNYqGohcDuAiOwEnlHVIzE85ADgRRHpqqoHvNsGAwejnSOem5tLSUkJubm5DB8+PJpFmziI9bnZzv0mFtzOw307zsqSp4nICSLSJPDm9mCqulhVZ6lqUdBToS5T7gdOclt2JBr6fKvGGBMJ7/iZH4jIsyKySUQ+EZEXReTHUTzMOzg92o+JyAARuRi4G7gziscAnHE7J554IqmpqdEuul6yc58xtc9tD/ccoDOwOczzNV15LBEI7kk5AjQXEdGgqVSCRqyTl5dX7QOWlJSwefNmUlJS/Pem9pSUlET0vZnose/AhCMil+Ok/72AM4anKTAMeF1Efqqqr9T0GKpa6g2yF+Gs7/AdcB/wQE3LDpaYmEjr1q0tncTLcpSNqX1uA+6rYloLZ17vFkHbWgDFwcE2RGfE+ubNm3nnnXcAuPDCCxvUSOT6wEZLx599B6YS84BZqnpfwLb7ROT33udqHHADqOouYEI0yjLuWY6yMbUvbMAtIh19U0Kp6jtuChORTgG5eNWxBwjuYk4BvoqgLFc8Hg/z5s0jMzPTgm1jjKmoN86c2MFeA+6q5bqYKLMcZWNqX2X51ytF5E7vSPJKicjJIpIJrIywHuuAbt45Xn1GeLdHncfjoby8nJkzZ1JYWGh5bMYYU1EecGGI7RcBO2q5LqYesLxwYypXWUrJj4CZwCYR+Rx4A6cR9uAE6snAGTgzj/QB/oqT41dtqrpdRFYCj4vIDJyR6lcCF0RSXlWysrJISUnhk08+ITs7m1atWtmvfWOM+V4G8IJ3etYPvdvOBi4DJsetVqbOsrxwYyoXNuD2Ljpwp4gsBCbh9HZMBjoB5TiziHwMPAQ8551SqiZ+AfwDp3HfB/xSVT+oYZkhTZgwgfz8fGbPns3IkSMtj80YYwKo6msiciHwG5wB6iU4HS7nqOpHca2cqZMrIVpeuDGVq3LQpKoWA496b1GjqsHLwx+glgbPLFu2jJSUFPLz8+2XuDHGhKCqbwFvxbse5nh1sTfZ8sKNqZzbWUoalPT0dDZv3syFF4ZKUTTGmMZNRFoAVwNDgQSCVgdW1V/EoVoRa2grTVpvsjH1j+tFaxqS5ORkUlJSSE5OJj8/n4suuoj8/Px4V8sYY+qKR4CFQBJOCuGxoFu9kpuby6FDh7jvvvsaxKA+X29yXUknMcZUrVEG3B6Ph3379uHxeLjxxhvJzs7mxhtvjHe1jDGmrkgDfq6qP1HV9OBbvCtXXT169ODIkSPceeedLFq0KOx+NtNG3dPQv5OioiLWrl1LUVHwAtymoWmUAfejjz7KN998w6OPPsrChQtJS0tj4cKF8a6WMcbUFcXA9nhXIlqeeeYZvv766yqDGl9udFZWVi3VLDS3QWZdCEZjXYdw30ldeO/RkJubS05ODrm5ufGuiokx1zncIjIG2KiqB0RkKvAzYD1wh6qWxqqCsXD66afTokULTj/9dPr378/y5cvjXSVjjKlLbsdZWfJ3OIH30cAnVbU8LrWKUHp6Ohs3biQjI4MZM2ZUul/gfby4HRRZFwZPxroO4b6TuvDeoyE1NbXCvWm4XAXcInILMBsYJSL9cKbvewy4AmgH/C5WFYyFli1bUl5eTm5uLmeddZblwRljTEVzgM7A5jDPN63FutRYcnIyXbt2Ze7cuVXuVxeCN7eBf134gZCenk5hYaF/Eblon0/DfSd14b1HQ2JiIsOHD493NUwtcJtSMh34maquA6YA76vqtThzZ/88VpWLlbPPPhsR4f/9v//H1KlT6/0lKWOMibKrgDHAj8Pc6qX6kobgdlBkXRg8mZycTKtWrZg3b16tpuLUhfduTHW4TSnpBGzyPr4YuM/7+GugZbQrFWuJiYl07NiRkSNHkp2dzdSpU1myZIn9xzXGNFoi0lFVDwKo6jsuX9PJu4ZCnVdWVsbUqVPJzs4Gqp+GUBcXm6krGkpvs/leUVERubm59O/fn/z8fFJTUxvElJrx5Dbg/hS4WkQOAF2BV0SkOc7S7xtiVblYKSoqoqioiKFDh3L06FGys7PJysqqE5cSjTEmTlaKyArgb6q6p7IdReRknCufY4B6kXzq8XjIzs4mLS0tosCwoeQMx0JdScUx0eMbzLlz504KCgoALPWlhtwG3DcB/wLaA3ep6jYReRBnZciLY1W5WFm1ahVt2rThjTfeYMyYMYwdO9bfAIfrxbDeDWNMA/cjnE6UTSLyOfAGznLuHpz0w2TgDOBcoA/wV2BYfKpaPR6Ph/LycmbOnBlxL5314prGxDeIs3///vTq1csGdUaBq4BbVVeLSCegrar+17v5duD39W2GEnB6Kq6++mo+++wz7rnnHvr27esPpsP1YljvhjGmIVPVo8CdIrIQmARcCEzGSSksB/YDHwMPAc+pamG86lpdWVlZpKSk8Mknn5CdnU2rVq2q3Y5bL65pTAIHc1onY3RUZ2n3jsAvvbOUzALOx+n9CDeKvc7KzMzk448/xuPxMH/+fEaOHOkPpsP1YljvhjGmMVDVYuBR761BmDBhAvn5+cyePZuRI0fWSjtuV0VNfeXL37a87ehyNUuJiAwBPgNG4fR8tAZGAv8nImNjVrsY8Q2aHDVqFAMHDmTChAlkZmb6G8ZQI59tRLQxxtRPy5Yt49tvv+W9996rtXa8riyi41bgDC7Bs7nUl9ldTHTYYjyx4baHeyFwt6reJSLfAajq/4rIfuBuYFWsKhgLjz/+OD/60Y/o06cPCxYsoGPHjnap0BhjGqj09HQ2b97MWWedxYIFC2ql17m+XRUNTJsEKqRQWkpl42KL8cSG23m4U4HnQmx/Ajg1etWpHZ07dwacf0y+nu3qisYvfus1MMaY2EtOTiYlJYVly5Yxa9asaq2/EGk7nZyc7B8XVB/a+PT0dP/5MPBx8HMmeoqKili7di1FRUXxrkoFvvxtSyeJLrcB9wFgQIjtI4C90atO7fif//kfWrRoweWXXx728mJVjWw0LhfWt0uOxhhTH+3evZuvvvqKcePGkZaW5p8K1o2atNP1qY0PTJsMTqG0lMrYsNSNxsVtSsmfgUdE5G6cIH2MiPQArgduiVXlYiUxMZEWLVpU+uutqkto0bhcWN8uORpjGg8RGQNsVNUDIjIV+BmwHrgjWrNTiUgfnIXURgCFwLPAH1W1JBrl+/jSCF999VWWLFniH8zoRrh22s0UsvFs423QZt1nqRuNi9tpAR8Wka9w5mgtwsnbzgeuUdVQqSZ12po1a2jatClr1qxh7NjQYz6raiijMUWUTTNljKmLROQWYDYwyjsz1T+Ax4ArgHbA76JwjObAqzgLq52DM/2gb2aUP9S0/EA//OEPASgtdX4nVKfdDddOu51CNh5tvMfjqdGqmqZ2BE69Zxo+tyklqOqrqnqeqnZU1SRV/VF9DLYBNmzYwKFDh9iwIfwimXYJzRjTiE0Hfqaq64ApwPuqei3wC+DnUTrGWUBf4GpVzfMuJz8buDJK5ftdcMEFiAgLFiyoVv52ZcLlNVcn3zlW43iysrLCrqppY4eMiQ/X83CLyDhgKJAASOBzqjonyvWKqWnTprF582amTZsW76oYY0xd1AnY5H18MU7aB8DXQMsoHSMfSFPVwwHbFGgRpfL9fFPBjhw5kuzsbKZOncqSJUsi7lCpLF2jOlcuYzX7R+AV2uD62YwjxsSH23m47wWWAxOB83CW9vXdRsSsdjGUkJDgfxzqF3+4XgDrHTDGNAKfAleLyK+ArsAr3hSQmUD4S4PVoKoHVTXH97eINAFmAO9Fo/xAu3fv5sCBAwwcOJDRo0dXa9CkT2DbH63BkDWd/SPc+aiyK7QNfcYRO0ebusptD/cVwLWqWveHWruwcuVKUlJSWLlyJVdeeWXIX/yLFi1i3rx5FBYWMnfuXP9rrXfAGNMI3AT8C2gP3KWq20TkQWACTo93LCzEmYJ2aPATInIdcB1A165dycvLq1bBe/fupXXr1gwbNoxRo0Zx2223kZycTF5eHmVlZXg8HpKTk2nW7PtTYvD2ffv2kZKSwubNmxk/fjxDhgzxlxH4mgMHDgDQqVOnCuWFKhPg4osv5uDBgxw8eLBa7wmoUKeUlBTXrwt1zHCfQ7SUlJRU+3uLRKSfSV1UXl5OUVERiYmJNGniOgM4rNr6DkwYqlrlDWdawFPc7Fvbt8GDB2t17dq1S1evXq27du1SVdWDBw9qZmamHjx40L9PRkaGApqRkVHhtaH2rWy7Ce3TTz+NdxUaPfsOYgNYr3WgbazpDecKaFLA352BhBgcR4D7gVLg0qr2j6TNz8jI0BdffFETExN19OjRFdrrzMxMBTQzM7PCa4K3u2njfa8JVV6kZVa2TzTPO+E+h2iJdXvj+yy2bt3aYM7Fa9as0blz5+qaNWuiUp61+bHhts13+zP2r8BcEblOK+bb1Uu7du2irKyMXbt20b1795A5dzNmzKBVq1bHXXar7oh1Y4yppzoCv/TOUjILOB/IAzZH6wDeNJJ/4gyUvEJVX4lW2YEmTZpEXl4egwYNIjU11X8FE8LPSBW43e0Ue+np6RQWFoYsL9Sx3Jw3KtsnmjNdBdetvk0r2BDPwTZtYAPjJirHyak7ApQB+4BdgTc3ZcTqFklvx8GDB/W9996LuFchGvs3dvZLO/7sO4gNGkAPNzAE+BZ4y9v2nwz8DSgGxkbxOPd6y7/Y7WsiafPvvvtufe2113TixIn+K5fVaa9j1ftb0x7uqsrOyMjQjIyMiM5L0X7PtdXDbefg8KzNjw23bb7bHu5/eG8Nwscff0zTpk1ZtGgR4PRmV3ckd3379W+MMdWwELhbVe8Ske8AVPV/RWQ/zjoMq2p6ABH5EfB74FZgvYj4E25VdV9Nyw+UnJzMCSecwNixYxk2bFi12+3qLn5TnXpV1RsbaS92VlaWvxe/VatW1S4jkkV74nletHUtTF3nduGbJeC//NcT2A00UdWjMaxbzOzfv5+uXbuyfft2nnjiCcAJugMbiqoam+CAPFSAbkG5MaaeSgVCNX5PADdH6RiXe+/v8t78RCRBVcuidBx69OgBQJ8+fRgzZkzIfSKZ6i9W7X40yqgqvaUqkQSwDTGto7YUFRWRm5tLampqpatgx7tMEzlXAbeINMNpEH/rfc0pwN0iUoYze0lh7KoYfQMGDODbb79l377vO1GCZyWpqrEJDshDBejW+Bhj6qkDwADg86DtI4C90TiAqt6EMxtKzKWmprJ161ZOPfXUsPtE0l7Hqt2P1rnDNw6ptjp84rmUfX2Xm5tLTo4zS2a0Vp+MRZkmcm5TSuYD44CxQLZ32wPAI8A9OKuS1RtvvPEGZ511FqmpqSQkJDBjxgx/eokboXofQgXo1vgYY+qpPwOPiMjdOLOVjBGRHsD1wC1xrVkEfGmEH3/8MWPHjg25TyTtdaza/WiUEY8OH0vriFxVAyQj6a22QZd1i9uJHScBv1bVd3GmPEJV1wDTgMuiVRkRmSwiGnR7OVrl+zg57s7qY77VxiZNmkRaWhqTJk2q8vVuFz2w5eGNMfWRqj6MM+/1T4AinLztUcA1qvpgPOsWiQ0bNnDo0CE2bAi/Zk+02utIywlcsCUadYn3AjeNfQGaoqIi1q5dS1FRkav9ExMTGT58eNhg2tdbnZub67oOVZVpapfbgDsZ5xJjsEKit8wvwGnAS0CXgNvVUSwfwD+pf8uWLUlOTsbj8XDjjTeSnZ3NsmXLqmwowjVkjb2BMcY0HKr6qqqep6odVTVJVX+kqs/Fu16RmDRpEm3btvV3qNSkrY7ktW5eE63VK33cBO2xPGdF+/3UVeEC6+oGyFUF6KmpqYwePdp6q+sxtyklOcDNInKt928VkbY4ed1vRbE+pwGboj1CPVhxcXGF+6ysLLKzs0lLSyM9Pb3KS3E2F7cxpqETkXE4qz4m4CxO46eqc+JSqQgVFBSgqhQUFNC9e/eQbXV+fj433ngjCxcupH///mHLiqSdD3yN7xwzYcIEli1b5nqgfizE8pzVWFIqw+VJVzedo6p8a19vdTg2QLLucxtw/wan5/kATo/2cqA7sB1nqd9oOQ14PorlhXT66acD0LdvXxYsWMC5555LWloas2fP9jeEUP2GorE0MMaYhk1E7sUZJL8ROBT0tNZ+jWpGRCrch2qrfVc5AZYvX17h9YHjdipr58PNLhL4Gl+Qu3r1av/xfD3Rtd1RE8tzVkPK564smA0XWFcVIAerSb51UVERL730EgUFBYANkKyr3E4LuAc4S0RGAad6X5cPrFLV8mhURESaA32Ai0Xkdpx0l+eBDFU9Eo1j+PhSSt577z0WL17M6NGj/b8sAxvA6mpIDYwxplG7AmcGqgaRD3D66adXmKUkVFu9cOHCCveBgnuCq7sqZODxfMHthAkTGDlyZFw7aOyc5U5lvc/VDazDqUk5ubm5FBQU0LdvX0s5qcPc9nADoKpvAm/GqC79cOpTiDM/ax/gfqANTg+7n4hchzOgh65du5KXl1etA7Vt25aWLVsyceJEhg8fTkpKCrfddhvt2rXjpptuIjk5mc2bN/sHr/gC9FDKyspc7WcqKikpqfb3ZqLLvgNTiWbA2nhXIlq2bNnCsWPH2LJlCyNHjgy5T4cOHRg5ciQdOnQ47rkJEyawevVq/9XPcNz0GAcGudEOdm3th9ioy7N9FBUVUVpaynnnncfZZ59t6SR1mZvlKIFy4FiYWzFOasndQIKb8io5Toegv38CHAWahXtNJMv83n///ZqTk6N/+tOfwi57O3PmTAV05syZlS4ZG6slfxs6W2I2/uw7iA0axtLus4GlQOt41yX4Fkmbv3LlSs3Jyal0qfPK2vJYtPOVnVciXabcV8+0tLQ6t8S5r72xJdhrrrCwUNesWeO/nzt3rq5Zs6bK11mbHxtu23y3XbK/BjKAucAHOANohgDzgEeBzd7nhRqsQqaqXwdtysMZsNMR+CrScoP95z//AaBp06bMnTs35D4ffvih/76y1cQqy/e23gZjTD01FjgL+JmIeHA6PvxUtUdcahUhX+72+++/zxtvvAFUb3XhWOQ6VzZgMdLBjOnp6f7c8KysrONeWxfOSY1tcoFYDGYMTHGpy73vpiK3AfdMYJqqvh6wbZOI7AL+rqr9RGQP8AIRBtwichnwd6C7fr9kfCrwDRCTWUv27dvnTwcJdvbZZ/Puu+9y9tlnH9fYejwepk6dWmW+d6QNi8fj8S/EM2PGDAvWjTG17R/eW4Nw6NAh2rVrR0pKin9bdVYXjkWucywC/OTkZJYsWeIPqn18gXZhYSHz5s0D4hfsNrbJBSJd7dEXqPfv35/8/PwKAXtgkB2tHHITe27n4e4M7Amx/QDQ1fv4K+DEGtTlHZwe8odF5BQRuQhYACzwdtlHzYABAwD4/PPPWbRoUci5SGfNmkVGRob/H7hvdLmv4QqcRjCcSBceyMrKYt68ecybN6/Bz2FqjKl7VHWJqi4BngDeBZ4Cng7YXq/k5+cD0KVLF9LS0pgxY0a1Xh+L+aormyfb7cI3oeoV6rWBnT/xXAwHqrcwUHUXj6mL3MyfHep9+gL1lStXHjefd7gFbRrC59WQue3hfgP4m4hcraqfA4hIH5zl3d8UkabANTipJRFR1a+9874uBD4GvgUewpnrO6oKCgpITk6mtLSUoqIif2O0atUqhg8f7u9VbtWqFbNmzaJVq1YAFeZR9d1X1mhE2iuSnp5OYWFhhWNFqi5cQjTG1C8i0gyn7f0tznniFOBuESnDmb2kMJ71qy5fn03w6sL//ve/q7W6MNRuz3BV7bfbevkGfU6aNKnSOcZDief8ztXtHY7l+c7N5xBqn3A90IH7hnqfvgC9f//+9OrVy1XKSKS96aZ2uA24fwk8C2wTkW9xeqLbACtxZgtJA6YDl9akMqqaC1xQkzLcGDduHN988w27d+9m586dPPPMM6SlpZGdnU1OTg6tWrVi5syZ/sC3sLCQ8ePHk5aWxoQJE2I+lVJycnLY3PLqamz5csaYqJgPjMPJ5c72bnsAeAS4B6e9r3eaNWt23OrCvqn5KgvUqkqDqCrQizQQrKr9dpuesWzZMv97re55IJ5BXHXzk2N5vnPzOfzf//0f77zzDqWlpcfNhhMcjFeVhx0YqLv9N2P53HWb23m4/wOMEZF+wBlAGfCpqm4DEJEcoFO0Uz9i5YMPPuC0007joosu4q9//Svz589n4cKFHD16lNTU1AqN17///W+ys7NZu3YtOTk5DB069LjBNm7Fo7e5seXLGWOiYhJwpaquFREFUNU1IjINeIV6FnCXlZVVuI/W6sI+Vb2+JoMgA++rWy+35VQmnkFcdfOTa/rDqDJuPgdfCBQcCoVamKZ///7s3LmT/v37k5iY6O/pjvRKgq00WfdVdx7ubcC2ENuLo1ajWtClSxfAma2kR48ezJ49m2XLlpGTk8PYsWP9/xF9jfLo0aMpLS31vz7SxjN4kE5tsIUNjDERSMYZoxOsEGe14XqlY8eOAHz77bfMmjWLyy67LCqrC/tUFejVZBBkNNrvysqpKlCLZFBevIK/mv4wqoybz+Hss8+mefPmxwXloRamyc/Pp6CggF69epGcnFzjKwmWTlL3NcqVWjweD0lJSbRq1Ypdu3b5e7jBaRB9v4J9S7737t2bBx98kNGjR1cYbBOLX9HGGFMH5AA3i8i13r9VRNri5HW/Fb9qRebIEWex4mPHjnHvvffyySef+GeZqsnqwj5VBXqhnq8r54lYBGp1NfgLTBMNN0NZOG5+RIQLyoNnFQneFuq+uiydpO5zO0tJg+Ib0d2xY0fat29PdnY2y5Yt819aXLRoEbNmzSI9PZ3s7Gz/CPfhw4eTnJxc5Shr369o36wmvlHkM2bMIDMzM+wI+ViMhI+HhvI+jGnEfoOTPngAp0d7OfAlcBJwfRzrFZFOnToBTsA9c+ZMFi5cSGZmpv8+PT2ddevWMWDAANatWxeyDYt2uxZ4nognN7NoBKtqNoxIyqyuwDq4/W58kyFEMgOY70dE4GwhboWaVSR4W2BaSSSzjISbucTUHWF7uEXkdmChqn4jIj2A3fUlR7sqx44dA6BJkyb85z//oX379kyYMMHfAGZkZPgHUaalpbFw4UJ/QO5G4OXD4EtYsbrcVZc0lPdhTGOlqnuAs0RkFHAqzrkiH1ilquVxrVwEvvjiC1JSUujatSu33XYb8H3b5LsfNmwYBQUFTJkyheuuu65CG+bxeJg0aRI5OTlRSwkMtb5DPHq8I0kZqaoHuzbmhg6sw/vvv+/6nBNpek9t9CAHD6S0nOyGpbKUkptw5mD9BtgBpAAHa6NStcW3+th//vMfnn76aX/Ps+8/YvAqZIF/V9Y4Bl4+9E3H5MsRDBZYTkMZ4NhQ3ocxjZ2qvgm8Ge961NSePfgVNWoAACAASURBVM4yEvn5+WFTCcaNG0dBQQHjxo07LvUgKyvLHwgFC1x1eNmyZf77wHNDqPOF77ziW+QMqNaiNPFMSaks+Kyt/O3AOvimOnRzzokkLz7wPQGsXbvW/9jte3XzuQS+p7qalmMiV1nA/RHwjoh8jjMN4DIRKQ21o6qeF4vK1bbg/4i+no0FCxZUWKErPT3dv9Lk6tWr/fO6hlLVdEyBvcENJUC1gZrG1G8iUg6Eu6J5FGehs+eA2aoa8rxQlwwdOhSAvXv3smjRopAzTf32t79lx44d/Pa3vz1uHYbAtRGCUwJ9g+Ffe+013n33XVatWuUPlHztYLirfr5FzgAyMjIqXZQmOMCO55XEUD3YvoCytLSUd955B4htoBhYh8TExJh+BoHBLxDycVXv1VfGzp07mThxYpUDVC0nu+GpLOBOA6YBbYHhwBrgcG1UKtaaN28OwNGjzgryffv2Dbv4QWCaia8x9M1ecuqpp5KdnU1WVpb/P3uo3g5wN3rdUjGMMXXEr4EMYC7wAU6nyxBgHvAoziJnGd7tN8eniu7t3LmT7t27+69qhlrsLLhzJPDqpG9thMp6lX1lp6amMnbs2AptfrirfsGBfGU91cHnh/T0dFSVQYMG+XN+45mC4AsozzvvvJjlb8dr9pNQwW/w48rqVlRUxNGjRzn55JMpKCggNze3ygDdlmxveMIG3Kr6HXA/gIj0Bm73bqv3fIF2kyZN6NixIwUFBdx4440sXLiQf/7zn+Tm5jJ//nxef/11ioqKyMjIqNAY+hrNwEuHPsG9HQcPHvRPSRVKYG9wpKkYdWW0u3HP5kw1ddxMYJqqvh6wbZOI7AL+rqr9RGQP8AL1IOD2SUxM5I033uCee+45brGzwHbdd1Uz+OpkqE4R34qVs2fP5r333qsyzTB4uy8f3Hc11e3iO8nJyQwfPtxff3Df2xoLwUFpdds3N+exeKVZBAe/oR771uoIVbfc3FzeffddzjvvPE4++WTrtW6k3C58ky4iJ4nIn4ABQFOcATQPq+rWWFYwlpo1a0bfvn3p168f2dnZHD58mHfffReAL7/8kq1bnbeWmZlZoQHwNZ6VjYj29XYENhBV9VpHmophPeP1j+XnmTquM7AnxPYDQFfv46+AE6NxMBFpgZPG+HtVDZ0sXQMpKSkAtG/fnldeeSXkYme+nGpfumDfvn39Pck+gUGvL0AMFZgHcxNMRrL4TmpqKqWlpRw9epQf/OAH/m3xEBiUVhZ8huPmPBb4fouKiioE86E6MWqzY6OyFJBQ0wKaxsfVtIAicj5OgH0uzsI324BzgFwRqbfRQnl5OR988AGbN28GIC8vD4CePXty7733Mnr0aH+DG2raoVDT//mWgL/77rvJzMxk0aJFx+XlBZblZjqjqvZJT0+vNPfP1D21MW2WMTXwBvA3Eenj2+B9/ADwpog0Ba7BSS2pERE5AXgaGFjTssLxrTDZsmVLBg0axMCBA3n66afJycnxX4FcsGABmZmZZGdnk5iY6L/072vf4fugNziHuqr2N3gKwFBtelXteKjXJCYmkpCQwLvvvkt+fn6FgLeoqKjK6ftiJZL2zc15LPD9Bk/PF2ravppM5QdVT3/olk3ZZ8D9wjd/Ae5X1dsCN4rIXcACnOC73vDNbtikifN747vvnEyZgwedSVgSEhJYt24dOTk5/nzvUL++Q+Vf+y5TBvZ2BP9aDywLYNasWRQWFvovawb3gNR02WFT91h+nqnjfgk8C2wTkW9xcrXbACuB63DG+EwHLq3JQUTkNGCpt/yY+frrrwFISkqioKCAjRs3kpGRQUZGBoWFhf5UwL59+wJOoHXqqaeSmpoatn2eMGECq1atoqioqMr86+B0kFBteqSrJAb3+oYb4Ber9iZUL3Ik7Zvb81i4nuTK8qz79+/vn1mkOkHvhx9+yLvvvsvnn3/O5ZdfTmJiYthe83BXLS190Pi4DbgHAqFGFT4K/C561akdgdOJN2nShPLy76eVFREKCgooKiryB89Tp05l4cKF/mmi8v9/e+ceH1V9JvzvE5IACbdwF0JCIBjAK5VLgZiAoinWS72tt9XWSt19V9xWt+2n2y3S1nYv2rLtW23ftbVq3dZqt6KoKBhXCChy0VAFITUkELlKQrgkQ8gEfu8f58KZYSY5k8xkEvJ8P5/5zMy5/Z4zZ+aZ5zy/51JR4cZuh5f/W7RoEXPmzGn1Lj1SrHZjY2NUo1rL7LWOxrArSnwxxhwCrhCRCVgNcFqAj40xnwCISCkwPA69GS4FVmIlZzZ28FhtkpKSQmNjI4MHD+a2225j2bJlZ/RemDdvnptICVaDNEc/ew3vZcuWUVpa6nrJnTDDSLoo3Jj0o9PDjxVtH8fr6ziIIhme7TU4/dDZ4XHRjPlIy51l7QlxgdOhodXV1W6iY7TzjXYjoOGDioP40ZcishX4V2PM78OW34mVTJmXIPnaZOrUqWbTpk0x7bN48WKKioooKyvjhz/8obvca3zPmjWL2bNnu3e4ixcvdstEOYr5kUcecZXoo48+6iruaJ7q1qioqHATN52aorHSHsMzWcbqtm3bmDRpUlyO5Xz23uuhtE08r4FyGhF53xgzNdlydDdExABXRIrhFpF7sTzrjBo16pJoNbGjsXfvXvr160dDQwN79+7FPg7Dhw8PqcvtvE5NDfVFtbS0UFtby6lTp9i7dy8DBgxwDdeUlBSGDx9Oamoq+/fvZ/fu3WRnZ7tx4979Ix07GtGOFYlTp065Mc3OzK2XhoYGjh49yoABA+jXr5+v8f0SPnY0WZqamujTp09cx26vjH62A8sRZoxBRMjMzGz1/Do6dmeQzGtwNjN58mRfOt+vh/tR4L9E5Dxgg71sBlb73++0T8SuQd++fTl+/Dhg/TBSU1NpaWnh3Xff5d1332XmzJmAFRPnNCi49tprmTNnjpvNfumll7Jy5UrX2GtPAmNb9br90J7kybMh4bI1b1GsNxTRtlcvuqIkD2PME8ATYDlZYr1RfOGFFygsLAxxsixevDhix0hvadfnnnsOsCqRbNq0iWuvvZYlS5awfPnyiMcYNmwYmzZtYv78+SF6oj1OgWjHaovWkgfPO++8hIc1ON5kZ6bAwXuD31aYRSLCMPwc0ys7WOE4xcXFpKWlkZeX1+1DQtTJklz8Vil52p5auR/4BnAc2A58xRjzYuLESwzONBHAjBkzOHLkiJtU0dLSQnFxMZs2baKxsZH333+fmTNnUlpa6oaROIb3c88958b9VVZWusu8JaYiEcl4i0fYSHuOcTaEq7QW+xfrDUVrDSq6+42JovR0Tp48CUBxcbEbMhKtocyqVatcw/r5559n+/btrFq1yq1uEsnLHq6LvMY7xKZn25ubEymEoTNzRvw0bGktzCIQCLB06VL3PzVecvsJ7fDKHggE2LlzZ6c18lHOfvx6uDHGPA08nTBJOhGvwf3ee+9x/vnnA5CZmckll1zC9OnT3R9Yc3Mzmzdvpri4mGuvvdZNrgGYN28eixcvpra2lsrKSqZMmeJLSbYnYcYP7TlGpLb1iaCzPcTt/aNrrUFFLMdRlO6GiPwQWGKMOSwiOcCncYjR7lI4U/rnn38+X/7yl1m0aBGLFi2itLSUgwcPuklxixcv5gtf+ALNzc00Njaybt068vPz3VnIxx57jAcffDBqwzSH8E7C3qZofnRhezy9BQUF7Nixg8bGxjNK53UGfoz71ozy8vJyKisryc/Pb7PKSSyfj58bAa/sjhzDhg0jPz+/1VBPTYxU/ODb4D6b8CZJ9u3blw8//BCwjOuysjJ27drFDTfcwMqVK2lqauL48eOsXr2ahQsXuj+6vLw8SktLufLKK7ntttuoqKgACIkHjEYk482vQdoRwzXavp3hvY3XGH7Pv73jRbsB6QqVYFSpKwnmm8CzwGGgGhgJHEyqRAlg9OjRlJeX8+6777JlyxZqamqAUA/oI488whtvvEFpaSmzZllFuKZPn05qaiqXXnopTz75JMuXL2fkyJHs378/atMbr653nDWvvfYaq1evprGxMWJIixdHpubmZjchMlIXQ69eqKiooLq6murqajIzM7tkxYzWjPJYalbHkpAYPmZbn4UjRzAYpLKykrFjx3a5hjxK96JHGtxe6uvr3dfBYBCAXbt2kZaWRkOD1cm+d+/enDhxwlV8ADNnzqR3796u8nWy1V955RWeeuqpqB3HILLx1pqB6DUy22NIehs0ON75WDPmO0q8xoh2/n4z+jsyRrJRpa4kmPeB1SKyA6tM3zIRCUba0BhT1KmSxQkRYc+ePRw+fBiAffv2AZCfn8/DDz9MMBjEGBMSv+04+d977z2qqqp4+OGH3XbsS5cupb6+nqqqKrdR2re+9S0qKipYuHChW1bQ+z/gZ9LAMQYdB08wGGy1i6F3nRMOsW/fvjO8su3VIbEa6h0x7GMJf/HjtY5GW5+FI0cgECAtLa3VMToih9Jz6PEGdzSKi4s5efIk1dXVnDhxAsDtSllWVhaifB3DvG/fvmzfvp27777bVb6RvKXRYrgbGxs5ePAg3//+992SVeFGdnsSBJ39Fy9eHLGxQGd4b1sbIxavfbTzDzeSO3JOibgBiYdnSZW6kmCuAr4KDARmA2uBhqRKFCe8s5pOaUCwDFkRoV+/frz44otuKOGyZcu47bbbeOedd9xt58+fT3V1NYsWLeLBBx90lx0+fDjEww2wcOFC1wmzdetWnnnmmYgt4KMRbgy2ZvSF64WMjAwyMjKorq6moqIiRKe2V4fEaqh3lnMgmnEeTd96l/v9LPzcAGhfBcUP7Ta4RWQYUHu2xfg57Nq1i5kzZ1JdXY2IcNFFF7F582Z3vVf5fuc7VqGW22+/nX379oUo1Eje0mgx3JmZma4HeuPGjW7CjtcAbE+CoGPMe4/RlYjFoxzt/ONpJDtjOJ3dYvnMYm2KEAuq1JVEYow5BvwcQETysEq+HuvE8RPW/MZbjs1rfNvjsnnzZg4dOkRxcTHjx49n5cqVHDx40P3NTpw4kfvvv5+CggIeffRR1q1bB1jhKb///e+pra1lzZo17jGnTJlCaWkpOTk5LF++nMcee4zMzEzflagiGdHRfvuR1kUzJturQ2I11CM1nGkv4Tq1NeeFs84JD4VQfeuU+W1ubmbu3LkREzadYwNdIvxGOXvwZXCLyAhgCVZ5wI+B14E5QI2IXG2M2ZowCTsBEQmZ5ktNTQ3pMmmMYcuWLRQXF7N69Wr69OnDn//8Z2688UbeeOMNVq9ezbBhw1iwYAGf//znqa2t5Y033uCRRx4BrNJRXkPQaZLjJPQ5eA3j2267zW2g49dbG83odIx5x6htT53wWImH1zoWEuGlb09oSaxNERSlK2KMuVtEskXke8AkoBdQATxhjNmeXOlix2tkp6enu6GBYHUWDgaD1NTUUFNTw549e9wKGYsXL2b58uVs3LiRyy+/nNtvv5177rmHV199lbKyMtavX+/qum9/+9usXLmS2bNnc8MNN7B161by8vJ4/PHHgeh6LpKujNUwDjdC/ewfy6ybN7wiWgOd8OOFN5wZPHiw7/Px4ujUnTt3cv3117fqvHDWFRcXu63lvXI5BROc53CZ29Ols6vExStdH78e7l8Cw4B64C7gEqAI+FvgF8BlCZGukwh30re0tACEKOWWlhbKy8sZPHgwhw4dYv/+/Tz++OMsXrzYLQt45513sm7dOp566inXUw1WAo7X6Ayvue1VuN4kGsfI82u8tmZ0OkZ+IBCIGMcdjndMwLfx3Fa8eKxyJ5P23AjEw7OkClxJNiJSDCwH/gKswzK4ZwH/R0TmGWPeSaZ8HaG4uJitW7e6DXCCwSD5+fluCKFTGtaJf3bawu/Zs4dHH32UYcOGMWPGDMrKyigrK3N1o1NGsLS01J2hdCpZOa3fI+k5x1g3xrgx2LH+7tszg+Znn9YMUscAd9ZHOp5XH+7atSumc3KYMmUKO3fupLKyMsT73FZ4jfMZvv32265Xe8aMGW5oTqTyg621h49Ga5+J6m/Fi1+Dex4wwxizS0SuB14xxrwjIvuAjxInXtfi6NGjjBgxggEDBpCZmclVV10FQFFREZWVlVRWVrrK9+DBg6xdu5a0tLQzPNnhHu62PKnOem9b4Vi9046RP23atJA4bj+VS8B/Mx9nP+ePpjuX0WvPjUA8wj40OVLpAvwE+Lkx5rvehSLyb1gznbOSIlUc2LRpE+PHj2fv3r1kZmYyfPhwKisr3bCTnTt3Yoxx47mnTp3KoUOHyM3NpbCw0C23B5bud3SnU597ypQp3HPPPQAsX76cK6+8koyMjBDPcG1tLStWrGD69Ok0NjayePFiLr744jN+9852JSUlDB06NKox154ZtFjqZQeDQdLS0sjJyQkpkefVVZGOF68wuFGjRjF69OgQ73kkIq3zerW969955x0qKysZN24czc3NbglF7/5+ZA8/7w0bNrB69WqCwSBz5syJ+VyVsxe/BncLkCIimcBc4B57+Qig02L8kokTdnLgwAEAHnjgAd5++22efPJJBg0aBFh1uR0Ds7y83I3zW7ZsWYgnu7GxMcTD3ZYn1Vne2NgYc4iD0zJ+0aJFrqHtpySg96ZgyJAhIXK05nH3enquvPLKLhcv3l7iVUfcj/dDw0+6Bj3cU3UeEKnI9G+Br3eyLHFlyJAhbinYQCBAdXU1ubm53HLLLW4YoOON7dWrF5s2bQLga1/7musRdcIj5s6dy9ChQ6mtrXUTJWfPnu2Wli0qKuLWW2/lz3/+M1VVVa5R98knn7Br1y6qqqr4wQ9+wCOPPEJhYSGZmZkhv/sVK1a4Htg77rjjDAPYG0LieJlb+75GCvtoDUcWp9GPM5vrlMgL9yj7kSFWysvLKSsrY968ea0eM9rvdfr06RETTr3nVlZWRnp6ertuDsI/R2fG/CxNb1M6gF+DuxR4EitjvQl4RUTmYYWTvJwg2boU3h9PVlaWG9cHcPjwYbKzswGorKzk4Ycfdu/68/Pzz/BkL168mG9961usXLmSSy+9NGIJwXADzzHY2+piGc6DDz7oJl++9tprZxw7mrEfHvbirbbSmkd+6NChPPPMMyHhKMkins124lUq0I/3Ot7xl0r76OEzDdXADKAybPnngQOdL078cAxYOK3Xd+3axXvvvQdY1aZ69epFQ0OD25ly5syZPP/8827N7kOHDpGTkwOcdmo435WamhrXq5qfn09NTQ1VVVWAVYawurqa0aNHAzBp0iTXERLpd19SUhLyPGXKFDfevLq6GjgdxhAeHhFJR8T6nfbGbqenp1NQUMDYsWOjJnNGqxseCARoaGhoVyOegoICdu7cSUFBQat6r6PnFi8Hx4wZM+J6POXswa/BvQD4EZALXGWMaRCR84DXgEWJEq4r0rt3b+rr611j2/F8Hz161E3sqKyspKioiN27d1NZWckvfvELKioqyMnJYd68edx2222ugna2D2+C4DRJ8C73hjhEMiYjLVuyZEnIc6Rj+6n64bc0YbicHaGjBnNbRnKiEzsj/TnEy3vdw43BTqGHzzQ8CvyXrec32MtmAPcB30maVAlk9+7djBs3zjWOhw0bxrFjx2hqauKvf/2rG8vtJF2ePHmSH/zgB25iYFFREXv37qWqqorc3FyysrJcQ7mqqooRI0bwuc99jo8++sj1oA8cOJCpU6eyZcsWpk+fDoRWxhg6dKibKOh4stPS0qiurg7pxBipO2N4uIe3rref73Q0b3hrutLbLMarn8rLy2lqaqK8vDxmfVVRUeF61SF6ImO036vfetvxQqtJKdHwZXDbpaG+Hrbs5wmRqIvjZLs7zXAcD0lOTo6rNFNTU7ngggvcskTLly93vRFgeZ3vv/9+qqqqmDVrVojHxS+RDPJIBmZBQYHr2W6LSF51B7+lCeNJR73KbRnJzvFXrVrFM8880+6E1GhEiuVrTRnHu01xR44fz327Kz35j9MY87Ttpb0f+AZwHNgOfMUY82IyZUsEIkJVVRUjR450lzU3N9PU1ERmZiZ1dXWMGDGCuro65syZw8qVKxk1ahR79uyhoKCAK6+80k0UHzRoECNGjHD/E5qbm6mqqiI7O5uhQ4eSnp7Orl27yM/PJy0tzY0V37NnD6NGjaKsrMxtwOM4dLwl7iIlBjpe4KKiojPqTBcUFJzh/Y5GW0mQbeH8Zmpra93PxpF1y5YtBAKBmL3c3vMNBAJR29ZH+7328BtnpQvhtyxgb+ArwDQgDasLmYsx5q64S9ZFcRolOM1wHD777DPy8vJYtWoVe/fuZe/evUybNo2+ffuSnZ3tTiPm5+e7IR7bt2934wbD46Nvu+22kPCRtryxtbW1bvJNW17YhQsXRgxNaStUJFaDs6Me6vaWC/SO25rM3njzp556Ku43EbHG8nWkTXG8jx/PfZXuiTHmaeDpJIvRKaSkpHDy5En279/vLmtsbCQtLY3Gxkb69+9PbW0tJ0+epKysjPz8fM4991w2btzIhg0bKC8vxxhDcXExAAcOHHDzfXJzc4HTyXuOcVxSUkJGRgbGGHc29Pjx42RlZREIBNxZVG+JO4j823e8wECIYT179mxWrVrlJgfGUnEjUi3ttkoBhsvjxHpnZGQgIqxevZq0tLSYdIj3fMvLy6O2rfezv6IkE78hJb8GbgTeAI4mShjbsP8FcDNwAlhijHkkUeMBPPTQQ1HXOR6GYDBIr169OHHiBKmpqbz00kvs3LmT48ePM2TIEEpKSli9ejUFBQVMmDCBTz75hLKyMjZu3EhGRgbjx4/niiuuIBgMUlxczBVXXMGQIUMoKiri9ttv58MPP+QPf/gDc+fO5Tvf+Y5rkHsNwPDSUffcc0+I0fzUU0/x6KOP8i//8i9tNgeI1tjFj4Ebi6ezox7qcCPf79h+x010vHmssXzx9MTEO5zFz5+vonRXnFhtL+np6Vx88cVs3ryZY8dO1wZoamqisrKSAwcOuCEemzdvJhAIMHHiRDeMpE+fPjQ1NTF8+HB69epFY2Mjb775phvHPXbsWGbPns2MGTMQEU6ePOmGmtTW1lJUVISIMH36dF8zXs3NzQSDQUaNGhXyG3du+EeMGBFTwnakWtpttZWPdByHPn36hFQ4aQ/OeYpIh/VkT5y1U5KLX4P7KuBWY8wriRSG0+Wm5gHZwLMiUmOM+WMiBvN2H2uN3r17A1ZDHICbb76Ziy66iHXr1hEMBsnKyiI3N9fdbsiQIVx44YUYY9w7e8fLkZ2dze7duzlw4ICb8e1kwb/44osEg0EWLFjArbfe6o4fCAS46KKL+I//+A+3dFR+fj733XefqyjuvvtugsEgwWCQDRs2uM0bvMkrEBofGKkd+n333RcSLxhOLJ7OWDzUfpSf37FjGTeR4TGxelbi5YmJlEDV0eP7+fNVlLOJ6dOnM2fOHGbPns0f/vAHmpqaqKurC3GyzJs3j7y8PCZMmMDKlSsZPHgwWVlZgGWY9+3bl0AgQFVVlRsbDrix1t7fal5eHmAl5V911VVkZGSwfv16NmzY0KbRnZGRQXp6esRqHs6Nf3hcdbTj+I2Nbm1dpOM4Nypjx451a3p7kyr9GL8ZGRnMnTs36vpY0Fk7pbPxa3AfB6ra3KoD2CUHvwZcY4x5H3hfRB4BFgJxNbj9Gtqt7f/RRx/Rr18/d5ljbDt4lUZKSgqnTp1i0KBBjBw5kt27d9O3b1+KiorYsWMHYBnzLS0t7g+/srKSmpoaN5Zu3bp17rTiwYMH3SYA3kSWb3zjG25b28rKSoYMGUIwGHTj/4CQDHLHqPcapm0poVi8pLEYs36UX2tjexV2shrpxNNj0pFjRUqgihcaD6n0FBzPcGZmJgsWLGDWrFm8+eabtLS0MGjQIMaPH0+vXr0AyMvL47vf/S61tbUYY+jXrx+NjY0cP37c1fG9e/dm0qRJHD161PWC/8///A/V1dVkZWUxd+5cxo8f7/62vDfNxpiQqh+RCI913rBhA8YYZsyY4Vbj8DZ9cZIoKyoqoh63LT0Uy018RkaG+x8Wru+TYfyqLlM6G78G9w+Bn4nI17EM72bvSmPMqYh7xcZFQG9grWfZWmCRiKQaY1riMEZCcAzqcJyEF2fd4cOHCQaDbrfKt956i+HDh5OXl8fcuXPdGL66uroQQ9lRCDk5OSxdupSioiK3NFM0xbp3715XWefl5REIBM7IIJ83b94ZhmlbSiiSgm1LKcer9nT42G0l+ISPGy+D2HscoFUZ2kt7jxUIBAgGgxQVFTFjxoy4T5VqPGTPRUSGAbWmhxQY/uyzzzh16hQpKSmICOvWrXOdLM5sp5e6ujo3TruxsdFd3r9/f5qamjhx4gS1tbXs3r2bDz74AMBNpq+vr6eystL13r799ttUVlYycOBAJk+ejIhE1AfhhnNBQQHl5eUEAgHeffddALe+tLcMnmPMl5eXu9VXvDW0wdJBjY2NrFu3zm261hHdmZKSErEDZaTnzkB1mdLZ+DW4H8JqchOtq2SvOMhyDnDIGNPkWXYASMdqK78vDmMkhEjGNkROlvvkk0/cLmW7du1yY/bGjx9Pfn4+zz33HMePH2fAgAEMHjyYw4cPEwgEaG5uZunSpdTX11NfX89Xv/pVMjIyWLVqlZvl7nhAysvLKSkpYezYsTQ2NrpJJmlpacyZM8f1dESKx41XMp73j8Bp3hAe3uKlI+M6CUgQqrCjeVHCm0bEive4wBlJRl4PUnvH8NaejVU2Z6pb4xKV9iIiI4AlWGF+HwOvA3OAGhG52hizNYnidQrXXHNNxNlQZzYSTjtVHCI5Xw4ePOjGcx85cgSAjz/+2DXOnX127tzJqlWrmD59OsFgEIAjR46QmZlJQUFBSNUPh/Xr11NWVsaOHTuorq52y8w64SmDBg3i8OHDvP3228yYMQM47TkfMmQIdXV1pSAeGAAAIABJREFU7kxYJL3mhMfs378/pO53R4ikG+Nt/Gp8ttIVET/OChEpbm29MWZ1hwURuRP4d2PMaM+yccAOIM8Ys9Oz/F7gXoBRo0Zd4lUSfti7dy/9+vWjoaGho2LHhZSUFFchO8q6V69ebiKPU/cVTiv4AQMG0K9fP44dO8axY8fo3bu3m91+9OhR931jY6Ob8NO/f3/69+/vjtvQ0MDRo0fdY7WXU6dOhZRoCgQCGGNcuZxk0z59+tDQ0MCAAQPc9x3h1KlT1NfXc+LEiYjn4JXL+VPzytbe8z516hQNDQ0Eg0H69+9Pc3OzO4ZDRz/bWPaP9PmHyxOJpqamDl8D5UwmT578vjFmarLl6Agi8mcsR8edwBVYrd6/CPwtUGCMuSxZsk2dOtU4eS9+Wbx4MUVFRe6soTGGYDDIiRMnqK6uZtCgQYgIu3fv5uOPP2bu3LmMGTPmjFDBWOnduzepqamuxzs7O5tjx465hrd3O6fyVX5+PsOHD+fdd98lJyeHvLw8tzTgvHnzQpwaTgfLqVOncvjwYS688EJWr15NSUkJGzZsCCk5W1xczKeffkpVVRXjxo1j/vz5IeEk4TN3jmGen59PSUlJq6Enfti2bRuTJk1y80C859IRIhnX8R7jbMG5Bkp8ERFfOt9vHe7V9kEnAZOwPNoVxpgPOyRlKE1YISVenPeBMHmeAJ4AS/nG+gV64YUXKCwsZO3atW1vnCS8RrZT/9XxquTk5JCamsr8+fPJzc09I2wiXFFu2bIFYwznn39+iLKsra1lxYoVXHTRRXFrwe5tAtGnTx9ycnJ4+eWXqaurc5edd9557Nq1y/cP35GzpKTkDDkdZXveeecB+PJqOGE4DQ0NnHfeee2qSf3b3/7W9Q7dcccdUWVuz2fryJeSkuJLvvb+uajyVVphHjDDGLNLRK4HXjHGvCMi+4g+09nl8d6E9urViz59+nDxxRe7y3Jzc5k5c2aH83wcTpw44RrSqamp7N69m9zc3IgG9+c+9zm3nN7JkyfdEoOrV69m5syZZ1T4WL9+PVVVVeTl5ZGRkcGmTZuor6+nrq6ODRs2cP3117N27Vr27NlDdna2Ww8ccGuCe3VTuJfZabjjjfMGYqpSFG7EQ/zDRyLNsGp8ttIV8VuHOwv4HZaHox7L4O4vImuA64wxR1rb3yd7gCwRSTfGODHiI7HKAx6Kw/G7FY6xnZ6e7tZ/BRgwYACnTp2iqqqK119/nTvvvNNtNLB06VJKSkooKSlxYwLBUpzAGfF5wWAwpFaqn2m4tpJtwstKvfPOO25m/wUXXOCOE0ubXyckBTjDuPX+SfitoOGU8iotLXXjG/1QW1vL8uXLOXnypHtORUVFEf+AwuvQOjjGtBNe41QfCAQCrF+/PqTRRX5+fsh+0a6N/rkoCaAFSLGT2ecC99jLRwDHou51FhAvY9th8ODBBINBTp48SUtLC7W1ta5HW0RIS0vj0ksv5Z133uHw4cP069eP6upqBg4cyJEjR5g5cyZpaWln6BMnJCUnJ4fp06eTnp7O8OHDWbFiBUVFRWRkZJCZmUlNTQ3nnnuu62XPyclxw0vCidRd0qtXIXqnx0h4jeHBgwcD8Q8fiaT/ND5b6Yr4jeH+BZbxO9EY81cAEZmM1RRhCaeVcUfYjJWMOQtYZS8rBN7vygmTicYxvB2OHj3qerr379/Pz372MyZMmMChQ4dc78Xo0aOpq6ujb9++bmIMWIqysbHRbVM8a9asEK9Ja4l6jiJubm6mrKzMTbbZsWOHq/CdYziKb9WqVTQ3N7vtkisqKhg6dKjb5nf9+vVtZt4Dbnx2SUnJGUmi3qnQaG2Lo9WkdurWOjH14dt49wsEAjz11FPutllZWdx6661UVFT4rkPrjOHE3ANuE4jy8nJ3uru4uNgtGelUonGujTcOPlHxj4oClAJPAg1Ys4+viMg8rP+Cl5MpWHuItxEdC4cOHXJDBuF0QqUTNtjc3MyKFStcve48V1RUcPz4cQ4fPszEiRMpKioiJyeH3/3ud5xzzjlMnDiRPXv2uDOXjnFcV1dHTU0NY8aMCdFD69evB3DL8nlxdF0wGHT1UzRvcTAYpLm52ZfDxLuvk68Ub1T/Kd0Fvwb3NcBljrENYIz5WETuw2qG02GD2xgTEJFngF+KyFewDPxvYsdq91TCk3IA1+hznjdt2sS0adMAGDZsmKvQjx8/Tl5enlueKisri5qaGtc7m5qaGuI1CVeskaqAzJw50022GTJkSEhCpmOMO0aho7hnzpyJMcZtxztlyhS2bt1KfX09ZWVlruKOVk1k6NChrmf7zTffdLPvAbe+bPifhFd+Ry7n3Lw3BatXr3YbHK1evZodO3Zw0003kZGREdKa/dNPPyUQCLgJU/X19SHTrH7q0DrbBYNBGhsbOXToUMhNgtPQwbl5Wb9+vXtDEF5hJvxcI6GJQ0oHWAD8CMgFrjLGNIjIecBrwKKkStYNcYxtL95mO46RnZqayowZM9i4cSOzZ89mzZo11NfXs27dOoqLi93wvOrqaj777LMzvN7h+sirh1prxOXo96KiopCuluHHAGKaHVRjWFFOE0sd7kgY4lOhxOFB4FfA/2J1tPyhMeb5OB6/XYwcOTKk5W9n0atXLyZNmsSWLVvcZSkpKQwbNsxtG+zgtJAvKysjOzsbgFGjRnH48GE3uxwsI2zgwIGUlJSwdetW+vTpw/79+1m5ciVgKVNnOycW3Gmok5OTw6effkpdXR1ZWVlcd911VFZWul2/NmzYAOC+DwaDrjEb3o7Xm7TqdF6Dtmuy7ttnFavJyspySyfm5uZSXFwc0ZtcWloa0hrZyep3jFtHXuemprq6mqVLl3L99deHtGYfMWIEVVVVXHzxxW4zI++0q5fWDN2MjAymT5/O0qVLqaqqYsWKFVx//fURGzqkp6dTWlrqesHDa+m2hTZ2UNqLMeYY8PWwZT9Pkjg9hpaWFjZu3EggEGDNmjWuoT5o0CCqq6upq6ujd+/eDB061L0x98Z1t2bgtrYuPBSwNTSETVHah1+DexnwuIjc5QkpKQAeA+LWfdIYEwC+bD86DSdBMSsri9tvv92NPd6zZw+jRo2isLCQZ599NiajO5JnOhKjRo2id+/eIXW49+3bR0pKCtdccw0ZGRkMHjzYrc89f/58MjIy3GSY4cOHk5mZyfnnn8/rr78O4DZjOH78OPX19fTt25dBgwaxb98+N4ln3bp1rpHrNegdnDreTvMcr1cZTteN9YY3TJ8+PaTc3pw5c4DTVUvC2/E6cYQtLS3k5OT4qsl61VVXuQmUH31k5W7t2rWLCRMmhPxROKUUi4uLQ7q0eY1sr7yBQIDdu3fT0tLihnKEe4T81qFty9B1GtMMGTLkjAZGXjoam6h/jEp7EZHewFeAaUAaIN71xpi7kiDWWU///v254ooreOONN9wZzL59+zJhwgQ2btwIWImYe/bscXX46NGjXV0bTiwdHGNpYKM38IoSO34N7m8DLwHbReSovaw/1vTi/YkQrDO55JJLzjCmrrjiipBtbrzxRn7zm99w4sQJ+vbtizEmZJowIyODL33pS2zYsMGNOV6xYgUFBQW8/fbbzJ07l4qKCqZPn86GDRsoKipyO0k6Y44ZMyaifJFa2V555ZUh71euXElVVRW5ublcffXVVFRUhFQImTZtGtnZ2fz1r3/l3HPPJS0tjerqavr06UNBQYErQ1paGiISUqc1NTWV4uJimpub2bNnDzU1NeTl5bnNGHbu3Ol6aSMpYsd7G56xHq0dcWsK3Rte4hjsXkM+PIwkvB71+eeff0bcI1hGcFVVFcXFxZx77rkRvdfxMnSd5eHZ/+F05I9Nw0mUDvJr4EaskMGjbWyr+CAlJYXU1FQ3L2fgwIFuCN2RI0cYN24cN954o9u4ZuDAgQwaNIirr776DKdIXl4e55xzDtXV1a06dnSWS1G6Dn7LAh4G5ojIhcBErCSa7d6Y7u5Kbm4uhYWFbRolQ4cOZcGCBWeUpwsvWTdhwgTAqpjhxNc53RynTrXKNDrbRDOw24PjfU9JSQkp9/TVr341JA77yJEjDBw40DXEIhlk3sY44ZVIwo3mPXv2tOql9RIpY70jXthIYRiRwki8RKseEsuUqh+52qqS4qyPVznGcOL5R6vGe4/kKuBWY0zcZjAjYXvSfwHcjFWRaokx5pFEjpksxowZQ25urtt4Kzzp26uTnQY206ZNc8NHHIfH6NGjKSwsBHC3j4bOcilK1yGqwW03nak2xhj7NVgZ65vCtsEYU5VQKRPI3/zN3/g2Irze1daWQecrOm+ohRevcRduVPqJ9Qs3CKPVavVznpEy1hNZIirSdY01yTFWuopxGs/vn3rJeiTHgc7Q649iVaaaB2QDz4pIjTHmj50wdoeZOHEix44do7Gxkcsuu4wPP/yQ1NRUtm/fzsSJE2lpaXFnNYcNG3ZG8xo4U/dkZGScoVczMjLOmNWEtn+PGv6hKF2H1jzclViVQj6zX4fPWzkxffFOnOxUEmUUdbaii2b4e0mETF0t9i8W73IiCDdOk2WAx/M81UvWI/kh8DMR+TqW4R1Sn9QYcyriXjFg1/j+GnCNMeZ94H0ReQRYCHSawZ2SkoIxhpSUFNLT00lLS+Omm25izJgxfPrpp7z88stcd911DBkyhA0bNtDY2Mhnn33mepq93Q0rKyspKioiOzs75Dc/YcIEAoGAG7rYFmooK8rZR2sGdx5w0PNaUbolnWn0hhun3tKC0RKbujr6598jeQiryU20rpLxcLJchNVN2Nvydy2wSERSE9l/ITs7m927d5Ofn+/mn0RizJgxLFy40H3f2m+4rdk1/R0pSs8mqsFtjNnlfS0iA4BmY0yTiJwPzAc2GWPe7gQ5FaXddGZIRPifqre0YEfoKqEqSo/hbzthjHOAQ8YYb5HqA0A6MAzY5ywUkXuxezKMGjWKbdu2xTRQYWEh/fr1o7CwkPT0dAYNGsSFF15IRkZGXBuyDB48OGENXro7TU1NMV83Jb7oNUguflu7fxF4HviSiOwA1mCFmnxfRB40xvxXAmVUlA6RzJCI1ppNxILGUSudiTFmNYCITAImYXm0K4wxH8ZxmAysREkvzvveYfI8ATwBMHXqVDNp0qSYBnrhhRcoLCxk7dq1FBcXc8EFF7RTZKW9bNu2jVivmxJf9BokF79lAX8M/CvwFvAwsB+YDFwH/ARQg1vpsiRzKjdeY2sctdKZiEgW8Dvgi0A9lsHdX0TWANcZY47EYZgmwgxrz/tAHI4fEadhjKIoSmeS4nO7AuBZY82LXwu8ZL8uB0YlSjhFUSwcw13DSZRO4hdYSfMTjTFDjDGDgAuwvNJL4jTGHiBLRNI9y0ZiebkPxWmMM9DfkKIoycCvwb0XuMiuw30+8Kq9vATYmQC5FEVRlORxDfD33l4LxpiPgfuAL8VpjM1Y1U9meZYVAu8nMmFSURQlGfgNKfkp8GfgFPCWMeYdEfkeViZ7p7ZhVxRFURLO8SjL41YG1hgTEJFngF+KyFewvNvfxE6OVBRFOZvwa3D/EXgXGAussJeVAq8YY/6SALkURVGU5LEMeFxE7nK83CJSADwGxLP75IPAr4D/xWoh/0NjzPNxPL6iKEqXwG9IyV+AFGPMS8aY4wDGmPfU2FYURTkr+TZWUuN2ETksIoeBj7GqU90fr0GMMQFjzJeNMf2MMaOMMT+N17EVRVG6En493JGyyRVFUZSzEGPMYWCOnbczEdv49sZ0K4qiKP7xa3C/AawUkdexkiS9jQowxjwUZ7kURVGUTkRExgHVxhhjvwZoADaFbYMxpioJIiqKonRb/Brc52Mp3WH2w0vHWugpiqIoXYFKrMTFz+zX4bpd7Oe4JU4qiqL0FHwZ3MaYuYkWRFEURUkqecBBz2tFURQlTvhNmkRELhSRX4vIKhEZLSILReQLiRROURRF6RyMMbvshmYYY3ZhdZg8YL/uD/wNMM5+ryiKosSAL4NbREqAdVjTiDOwEiiHActE5PbEiacoiqJ0NiLyRayGZ4UikgesARYAr4rI3yVVOEVRlG6IXw/3j4EHjDFfBVoAjDGLgX8EFiVINkVRFCU5/Bj4V+At4B5gP1a1kjuAbyVRLkVRlG6JX4N7EvBmhOVvYjXDURRFUc4eCoBn7RCTa4GX7NflwKikSqYoitIN8WtwVwMzIyy/BtDyUIqiKGcXe4GL7Drc5wOv2stLsErDKoqiKDHgtyzg94Dficg0e5+77XqsN2NNMSqKoihnDz8F/gycAt4yxrwjIt8DHgK+nFTJFEVRuiG+PNzGmJeAS4EhwBbgaqwEykuNMX9KnHiJoXfv3iHPiqIoSgh/xEqQvw0rpASgFJhmjHkuaVIpiqJ0U/x6uDHG/AW4K4GydBqDBw8OeVYURVFC+Atwne1sAcAY814S5VEURenWxFKH++9E5AMROS4ijSKyrruWBFQPt6IoSqs0YZV/VRRFUeKALw+3iCwC/gn4GVYMXy9gGvArERlkjPll4kSMPzU1NWRnZ1NTU5NsURRFUboibwArReR1rCTJJu9KY8xDyRCqvWRlZYU8K4qidDZ+Q0ruA+4yxizzLHtZRMqB/wS6lcE9efLkkGdFURQlhPOBTVgNzoaFrTOdL07HGDhwYMizoihKZ+M3pKQXEKmd73agX/zE6Rw+/vjjkGdFURTlNMaYua08Lku2fLHizGbqrKaiKMnCr8G9GPi1XZMVALvd78+Bh0UkxXm0VxARmSUiJuyxub3Ha40JEyaEPCuKoiihiMiFIvJrEVklIqNFZKGIfCHZcrWH4cOHhzwriqJ0Nn4N5EXAxUC5nTB5FKgELgN+AgQ9j/YyGWsK8xzP4/IOHC8qOTk5Ic+KoijKaUSkBFiHNbs5AyuBchiwrDsmy9fW1oY8K4qidDZ+Y7hvTagUFpOBrcaY/Yke6K233mLWrFnus6IoihLCj4EHjDFPiMjNAMaYxSKyD8sB84ekShcj2dnZIc+KoiidjS+D2xizGkBEUowxp0RkJFYjnM3GmE/iJMtkYHWcjtUq8+fP5+jRo8yfP78zhlMUReluTALejLD8TaxE+W5FbW0t2dnZ6uFWFCVp+AopEZHPi8inQLGIjMAK/XgS2CIi18dJlsnANBHZIiI1IvJfIpKQlPKxY8eSnp7O2LFjE3F4RVGU7k41MDPC8muAqk6WpcP06tUr5FlRFKWz8RtSsgR4GdgI/CPQAgwH7gAeBpa2dQAR6QNEm887AIwBPgC+jNVCfgnWtOUXIxzrXuBegFGjRrFt2zafp2Hx2Wef0adPH7Zu3apJNEmiqakp5uumxBe9BkorfA/4nYhMw/qfuFtExgE3Y+n9uCEiAqwAXjDG/Caex3a4/PLLOXjwIJdfnpC0IEVRlDbxa3BPAW4zxjSIyLXAS8aYJhEpBR7zeYypwJoo6+4GsoBjxpiTACLyZWCTiOQYY0JqORljngCeAJg6daqZNGmSTxEsXnjhBQoLC1m7di2LFy+OaV8lPmzbto1Yr5sSX/QaKNEwxrwkIpdiNTzbAlwNVACXGmPWx2scu7LVz4ErgBfiddxw1qxZQ0FBAWvWrOGCCy5I1DCKoihR8Wtw1wE5tidiGlbSDFhG9D4/BzDGrAUkBtkc19toIK7FUzMyMkKeFUVRlFCMMX8B7krU8UVkNPDfwDjgcKLGATh48CAFBQUcPHgwkcMoiqJExW9ZwN8CL2GVifoQeEtE/gH4HfB/OyqEiEwTkWMiMsqzeApwEohXUqaL1uFWFEVpHRH5OxH5QESO2+Vg18W5JOAUYAdwCXAkjsc9A3WyKIqSbPxWKXnIbuOeC/zerlSyE7jFGPNqHOT4C7AHeFJEvokVw/1fwG+NMXFPKx84cCCnTp3SNr+KoigREJFFWOEkPwMewqrHPQ34lYgMMsb8sqNj2P8dr9rjdfRwraJOFkVRko3fkBKMMUvD3i+PlxDGmGYRuQpLub+DlZT5e+Db8RrDy4wZM9i6dSvnnXdeIg6vKIrS3bkPuMsYs8yz7GXb8fKfQJsGd1uJ8saYY36F6Wii/KhRozDG0L9/f00UThKapJ189Bokl6gGt4jUAFOMMXV2SUATbVtjTIdbNhpjqoBrO3ocPwQCAU6cOEEgENApRkVRlDPpBeyKsHw70M/nMdpKlH/arzAdTZT/9NNPqaqqYty4cYwZMyamfZX4oEnayUevQXJpzcO9CGjwvI5qcHc3VqxYwciRI1mxYgV33BHXCleKoihnA4uBX4vIAmPMhwAikodVUeRhu7oIAMaYU5EO0I5E+YRRVlbGyJEjKSsrU52vKEpSiGpwG2Oe8bx+ulOk6SRKSkrYvn07JSUlyRZFURSlK7IIK5emXESasBLYM7EM6LnATzzbdvluMqrzFUVJNq2FlLyNT6+2MeayuEnUCQwdOpQhQ4YwdOjQZIuiKIrSFbk12QLEE9X5iqIkm9ZCStZ6Xg8BvoZVGnATEMQq6XQT8HjCpFMURVE6HWPMarAa09hVqUYClwKbjTFxL9WqKIpyttNaSInT3AYRWQn8ozHmV95tbC/4gsSJlxgCgQANDQ2aNKkoihIBEfk88CfgLhH5GMvRMgDoLSK3hlet6ijGmLHxPF44qvMVRUk2fhvfzAbeirB8HXBR/MTpHMrLyzl69Cjl5eXJFkVRFKUrsgR4GdgI3INVqnU48A/Aw0mUq12ozlcUJdn4Nbg/AL4rIn2dBSIyEPgRltHdrZgyZQoDBgxgypQpyRZFURSlKzIFeNQY04BVrvUlY0wTUAqMT6pk7UB1vqIoycZv45t7gdeAAyKyAytTPR+rTutVCZItYWRkZNCvXz+dWlQURYlMHZAjVgvIaVhVS8Cqrb0vaVK1E9X5iqIkG7+t3beJyETgCsCpmr4FKDXGtCRKOEVRFCUp/BYrSb4Z+BB4S0T+AXgU+JdkCqYoitIdiaW1ezOWl/u1xImjKIqiJBtjzEN2G/dc4Pd2pZKdwC3GmFeTK52iKEr3w7fBrSiKovQcwiuRGGOWJ0sWRVGU7o4a3IqiKAoiUgNMMcbUicintNL4zBiT03mSKYqidH/U4FYURVHASoxs8Lz21WlYURRFaRs1uBVFURSMMc94Xj+dRFEURVHOOtTgVhRFUZzOwb682saYyxIsjqIoylmFGtyKoigKwFrP6yHA17BKA24CgljNcG4CHu980RRFUbo3Ykz3DtMTkYNYDXhiZShQG2dxFP/o55989BokhlxjzLBkC9ERRGQlsNQY86uw5V8FFhhjZiVHMtX53Rj9/JOPXoPE4Evnd3uDu72IyCZjzNRky9FT0c8/+eg1UKIhIo1YFUv+GrZ8ErDJGJOZHMnaj37fk4t+/slHr0FySUm2AIqiKEqX4wPguyLS11kgIgOBHwHrkiaVoihKN0VjuBVFUZRw7sXqKnxARHYAAuRjhXJclUzBFEVRuiM92eB+ItkC9HD0808+eg2UiBhjtonIROAKYJK9eAtQaoxpSZ5kHUK/78lFP//ko9cgifTYGG5FURRFURRF6Qw0hltRFEVRFEVREoga3IqiKIqiKIqSQHqUwS0ivUXkCRGpF5H9IvLtZMvU0xCR8SLyin0NdovIT0WkT7Ll6omIyG9EZFWy5VCURKE6P/mozu86qM5PLj0tafJRYBYwD8gGnhWRGmPMH5MrVs9ARNKBV4CPsa7DcOC39up/SpZcPRERuRy4B1idbFkUJYGozk8iqvO7Dqrzk0+PSZoUkUysDkvXGGNK7WXfA75gjClMqnA9BBEpBP4XGGyMabCX3Q4sMcaMTKpwPQj7t/AhsA9oMcbMSa5EihJ/VOcnH9X5XQPV+V2DnhRSchHQG1jrWbYWmCYiPc3TnywqgKscxWtjsK6L0nn8GFhlPxTlbEV1fvJRnd81UJ3fBehJBvc5wCFjTJNn2QEgHRiWHJF6FsaYg46nCUBEUoCFwJrkSdWzEJGZwM3AN5Mti6IkGNX5SUZ1fvJRnd916El3+RnAibBlznu9204OS4ApwLRkC9ITEJHewJPAN4wx9SKSbJEUJZGozu96qM7vRFTndy16ksHdxJlK1nkf6GRZejRi/ep/BvwDcJMxZmuSReopPAR8Yoz5U7IFUZROQHV+F0F1ftJQnd+F6EkG9x4gS0TSjTHN9rKRWB6PQ8kTq2dhTyk+CdwB3GKMeTnJIvUkbgfOEREnnjId6CUiDcaYfkmUS1ESger8LoDq/KSiOr8L0ZMM7s1AM1ZpolX2skLgfWNMS7KE6oH8FEsJ3GCMeTXZwvQw5gBpnvcPAFOx/ggV5WxDdX7XQHV+8piD6vwuQ48xuI0xARF5BviliHwFy9PxTeDepArWgxCRzwPfAP4Z2CQiblkoY8z+pAnWQzDG7PK+F5F64LgxpjJJIilKwlCdn3xU5ycX1fldix5jcNs8CPwKqy7oUeCHxpjnkytSj+Im+/nf7IeLiKSp10lRlDijOj+5qM5XFJse0/hGURRFURRFUZJBT6rDrSiKoiiKoiidjhrciqIoiqIoipJA1OBWFEVRFEVRlASiBreiKIqiKIqiJBA1uBVFURRFURQlgajBrSiKoiiKoigJRA1uRQlDRJ4Wkf9OthzhiMiXRaRORI6IyMBky6MoinI2oDpf6Qy0DreihOEoNmPMkWTL4kVEDgP/F/itMWZnksVRFEU5K1Cdr3QGPa3TpKK0SVdTuh4GAmtU8SqKosQP1flKZ6AhJd0QERkrIkZErhWRnSLSICI/FZELROR9EWkUkWUikunZ514RqbK3XSsi0zzrzhGRP4lIvYicEJFyESkKG+tGEam0p7aWicjQVuT7kohsFZGAiHwgIl+wlw8TkVoRediz7XIR+V+xWCUiPxCRMhE5bss52bOtEZGHReSgiJTaywpFZIO9/VYRudOz/RgReV1EjorIIRF5SkQdu+xNAAAHhUlEQVT6+VgXMr0oIlfb53FcRLaJyM2edatEZJGIvGGf70cicpVn/U0i8rGINInIJyJydyufW7aIvGDLUysij4lIH+ca2JutFJGno+x/h4jssOX4g4g8JyLf9/kd2CkiC0XkXXv/DWHrs0XkJfu7VSMi/y4i6fa6NBH5lYh8Zu/7pogURDtPRVFiQ3W+6vwo+6vO704YY/TRzR7AWMAA7wIXAn9rv68ALgeKgCPA/fb21wAHgOuACcC/AMeAc+z1pcBLwCRgMrAM+DhsrE3ADPvYB4D/iCLbRfax7wTGA38PHAcuttd/GWgCxtlyNwB59rpV9roHbFn+COwC+tjrDfAhUACcB4wEjgJfB/KBW4DDwDX29i/b53IucAmwHfg3H+ueBv7bfn0Z0Ax8w972ASAITPfIHAC+Ysv8J2Av0AsYbu/7NSAXuBs4CUyM8LmlA38FltvXdC6wA3jcPtZI+/xvBgZG2L/QHuv/ABOBXwOngO/7/A7sBA4CX7LHLwPW2+sE2Ag8ZR/7UmAL8FN7/QO2rNPs6/AisC7ZvxN96ONseaA6X3X+mfurzu9mj6QLoI92XLTTCvEqz7I64Aee9y8Dj9uv1wAPhB3jbWCR/frrwBjPuhL7+OIZ6xrP+iXA/0aR7Vng52HLngKe9Lx/E1hh/9jv8yxfBbzsed/fVhBfst8bYKFn/cPe7e1li4G37Nd/seVJt99PBib5WPc0p5Xvi8DzYWP8EfiTR+Y/e9ZdaMuZA0yJcJ0uA7IifG7XYinxwZ5lXwBasJWtfax5UT73PwB/8LxPBWo4rXzb+g7sxFamHnlO2q8vt79fvTzri4ET9jg/x1LGw+x1I4DCZP9O9KGPs+WB6nxnver809uqzu9mDw0p6d5UeV4fx/IMeN/3tl9PAv7VnlZqEJEGrLvjc+31vwLmisj/E5FVwP/Yy3t5jrfD8/ookBZFpknA34eNdbtnLIC/A+bYx/xl2P7vOi+MMcewPACTPOt3ho01P2ysf/aM9RCWd6BWRP4HyxNT4WNd+PmsjyCjV6bwzwasz2czllJ8zZ6a/U+gzhhTH2WcSmPMobBxemF5J9riQiyPBADGmBYsD5X3+K19ByKdR4qI9LL3HQQc8ey7HMtDkws8BgwA9orI28BtwEc+ZFYUJTZU56vOd1Cd383QpMnuTUvY+1NRtksF/glYGba8QURSsLwPg7Hu4l/B+lG9GLZtc9h7aWWsn2B5OLyc8LyehKVUJgLnYE3HOYSfUy9Cz6spbKznsLweXk4CGGNeFpExWFNm822ZSoCvtLYu7FhNnEkvQv+Ywj8bsCoAGeAOEfkplvfgWuAfROQaY0z4tYg2jve5NVo485p430f9DnheRzwPe99PgKsjrP/UGNMsIudifY5fxJq6vFdELjHGHPchu6Io/lCdrzrfQXV+N0M93D2DCqzpw0rngfVDnIM1rVYEXGmM+bEx5jUshQjRFWxbY40LG+tO4HoAO0nll1jehvex7pS9XOy8EKtUUz5WDF+0sc4NG6sEWGDv/yMg2xjza2PMDfbyW9paF8Y2rDhGLzOJ7BkJQUQmisgSY8wHxpjvG2M+hzXNd32UcfJFZHDYOCeByrbGArZixSU6Y/fC81nS+negLSqAMVieGmffkcC/YXlE7sKaAl5qjFmANa06CcsDoyhK56M6X3W+6vwuhhrcPYMlwD+KVUR/vIgsBr6KlTRyGMubcIuI5IrITcAP7P16Rz5cq/wncLOIPCAi+SLy91h3v87U1Y+w7ux/AiwErhaRGzz73yIiXxGRScCTwG6sBJ9I/BK4WET+TUQm2LI/Yu8DlgJ4TESm2BnUN2Ip/LbWeVkC3CAi37DH+AZwA1ZiS1scBv5ORL4vInkiMhdLIUUapxRrKvVZEblQROZg1V/9ozGmzsdYj2F97l+zPQ//yelYTOc8on0H2mIl1lT270XkIhGZCfwGOGWMacIqXfVzEblSRMZiJQo12OejKErnozpfdb7q/K5GsoPI9RH7g9M/qnzPst1Y02bO+z8Cv/G8vx/rB9SEFWc237PuXuBToBH4ACseqxkrMznSWN8H1rYi3y3Ax1hTihXAnfbyaVjTYFd4tv0PrOnFgVjJKE8Da7GSSd4Acj3bnpFAgpXcsdEeaxfwTc+64cALwCH73F4Bcnysexo7gcZ+fzOWN+IEluflBs+6VcCPol0bLO9LOVZ85R6sPzZp5bq+ap/7Z1gKtE9r5x+2/wKspJkA8Dv7c/xnn9+BncACz/s59nip9vs8+zNqBGqxMuL72+tSgH+3z68JK46wONm/E33o42x5RNHDqvNV56vO70YP7TSpdBns5J21xpjvJVuW7oaITAeOGGMqPMu2Ao8aY55OmmCKoihRUJ3fflTndz80pERRzg5mAstFZJY9lfldrBi8N5Isl6IoihJ/VOd3M7RKiaKcHTyONQX4ItZUrTN9uD+pUimKoiiJQHV+N0NDShRFURRFURQlgWhIiaIoiqIoiqIkEDW4FUVRFEVRFCWBqMGtKIqiKIqiKAlEDW5FURRFURRFSSBqcCuKoiiKoihKAvn/4oT28vAgj4EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.filter_genes_dispersion(filter_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = adata[:, filter_result.gene_subset]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Z-score normalize and run PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.scale(adata)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.pca(adata, n_comps=30)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Build k-nearest-neighbor graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing neighbors\n",
      "    finished (0:00:04.72)\n"
     ]
    }
   ],
   "source": [
    "sc.pp.neighbors(adata, n_neighbors=5, use_rep='X_pca')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get UMAP embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing UMAP\n",
      "    finished (0:00:07.43)\n"
     ]
    }
   ],
   "source": [
    "sc.tl.umap(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Doublet detector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the doublet detector  \n",
    "(Expected multiplet rate from https://support.10xgenomics.com/permalink/3vzDu3zQjY0o2AqkkkI4CC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating doublets\n",
      "Running KNN classifier\n",
      "computing neighbors\n",
      "    finished (0:00:32.83)\n"
     ]
    }
   ],
   "source": [
    "sc.tl.woublet(adata, \n",
    "              sim_doublet_ratio=2, \n",
    "              n_neighbors=50, \n",
    "              expected_doublet_rate=0.06)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Examine doublet score distribution.  \n",
    "Manually set a threshold between the two peaks of the simulated doublet histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "366/8381 = 4.37% of cells are predicted doublets.\n",
      "59.32% of doublets are predicted to be detectable.\n",
      "Predicted total doublet rate = 7.36%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set doublet score threshold:\n",
    "threshold = 0.25\n",
    "\n",
    "doub_obs = adata.obs['doublet_score']\n",
    "doub_sim = adata.uns['sim_doublet_score']\n",
    "adata.obs['predicted_doublets'] = pd.Categorical(['doublet' if x > threshold else 'singlet' for x in doub_obs])\n",
    "\n",
    "fig, axs = pl.subplots(2, 1, figsize = (4, 6))\n",
    "\n",
    "# histogram of scores for observed transcriptomes\n",
    "ax = axs[0]\n",
    "ax.hist(doub_obs, np.linspace(0, 1, 50), density = True);\n",
    "ax.set_yscale('log')\n",
    "ax.plot([threshold,threshold], ax.get_ylim(), c = 'black')\n",
    "ax.set_title('Observed cells')\n",
    "ax.set_xlabel('Doublet score')\n",
    "ax.set_ylabel('Probability density')\n",
    "ax.grid(False)\n",
    "\n",
    "      \n",
    "# histogram of scores for simulated doublets\n",
    "ax = axs[1]\n",
    "ax.hist(doub_sim, np.linspace(0, 1, 50), density = True);\n",
    "ax.plot([threshold,threshold], ax.get_ylim(), c = 'black')\n",
    "ax.set_title('Simulated doublets')\n",
    "ax.set_xlabel('Doublet score')\n",
    "ax.set_ylabel('Probability density')\n",
    "ax.grid(False)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "\n",
    "# print some stats\n",
    "print('{}/{} = {:.2f}% of cells are predicted doublets.'.format(\n",
    "    sum(doub_obs > threshold), \n",
    "    len(doub_obs),\n",
    "    100*sum(doub_obs > threshold) / len(doub_obs)))\n",
    "print('{:.2f}% of doublets are predicted to be detectable.'.format(\n",
    "    100*sum(doub_sim > threshold) / len(doub_sim)))\n",
    "print('Predicted total doublet rate = {:.2f}%'.format(\n",
    "    100*sum(doub_obs > threshold) / len(doub_obs) / (sum(doub_sim > threshold) / len(doub_sim))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot doublet scores and predictions on UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1146.96x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, ['doublet_score', 'predicted_doublets'], color_map='Reds', size=40)\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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